Svend Weihrauch was born on May 19, 1899, in the Danish city of Copenhagen. He began his training as a silversmith with Georg Jensen, one of Denmark's most famous silver craftsmen. After working with several other renowned silversmiths, Weihrauch eventually settled in Aarhus, Denmark, where he was employed by Franz Hingelsberg's silversmithy from 1928 to 1957.

During his time at Hingelsberg's, Weihrauch made a name for himself as a highly skilled silversmith, creating cutlery, jewelry, and other decorative objects. He was particularly known for his corpus works, which are objects depicting the human form, such as figurines, candlesticks, and small sculptures. Weihrauch's corpus works were highly sought after for their unique combination of technical excellence and artistic sensibility, characterized by simple and elegant forms.

Weihrauch's work is strongly influenced by the Danish modernist movement, which emphasized functionalism and a classical sense of style. He was part of a generation of Danish silversmiths who sought to revive traditional silver-making techniques while also exploring new materials and designs. Weihrauch's work is characterized by a refined simplicity that speaks to the elegance and functionality of modernist design.

Weihrauch's corpus works, in particular, are highly regarded for their ability to capture the essence of the human form in a way that is both elegant and understated. He was known for his attention to detail and his ability to create highly expressive works that convey a sense of emotion and movement. Weihrauch's corpus works were widely exhibited throughout Denmark and abroad, and he received numerous awards and honors for his work, including the prestigious Thorvald Bindesbøll Medal in 1958.

Svend Weihrauch died on June 3, 1962, at the age of 63. Today, his work is widely recognized as an important contribution to the Danish modernist movement and is highly valued by collectors and connoisseurs of silver craftsmanship.